MCP Server Quality Scores

Independent quality analysis of 57357 public MCP servers

57357
Discovered
29820
Scored
2112
Verified
16953
Complete

Last updated 38 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
54901
srotzin
Broker-only credit/lending discovery shim for AI agents
54902
saketh12e
Cortex Claim
Cortex is a local-first MCP server that provides persistent, shared, semantical…
N/A N/A
54903
pwno-io
An MCP server and CLI that uses Tree-sitter to parse and analyze code.
N/A N/A
54904
gandli
Yanyue MCP Claim
Enables searching and retrieving cigarette product information from Yanyue.cn, …
81
54905
llamakko
Enables searching, reading, and listing pages from the official chezmoi documen…
N/A N/A
54906
ryan-norman-cmm
A comprehensive MCP server for managing product initiatives, architecture decis…
N/A N/A
54907
Connects AI assistants to CSI ETABS for structural engineering tasks, enabling …
N/A N/A
54908
Enables AI-powered web test automation with self-healing locators and automatic…
N/A N/A
54909
Enables reading and acting on comments in Figma and FigJam, resolving which lay…
54910
matthewdcage
Enables macOS automation through 45 AppleScript-powered tools for system contro…
N/A N/A
54911
YuanHuakk
MCP server for JavaScript reverse engineering and browser debugging.
N/A N/A
54912
JayLathiaTR
Simulates a leave management workflow for employees and managers, including lea…
N/A N/A
54913
ricky-farmerai
Construction trade compliance AI. Electrical, plumbing, HVAC and 7 other trades…
N/A N/A 95
54914
alcastaro
MCP server for datos.gob.do — Dominican Republic open government data (CKAN 2.1…
N/A N/A
54915
Enables AI (e.g., Claude) to control SolidWorks via natural language, automatin…
N/A N/A
54916
Enables AI assistants to query Moka recruitment system data including candidate…
54917
Enables MCP clients to control a Nordic PPK2 for power profiling: configure sou…
N/A N/A
54918
NeoAIResearch
AI/ML engineering MCP server for Neo — submit tasks, track execution, and retri…
N/A N/A
54919
jnaskali
Enables playing RPGs with LLMs through tools for dice rolling (e.g., '1d6'), su…
N/A N/A
54920
dmorrill
A Gmail MCP server with native multi-account support, enabling management of mu…
54921
YOUR_GITHUB_USERNAME
Finance research agent for thesis, trade note, and market-state review.
54922
A Model Context Protocol server for Home Depot Canada that exposes product sear…
54923
mdtahmidhossain
Enables interaction with Jenkins servers through HTTP APIs, allowing users to l…
54924
FSHolmberg
Compare flashcard apps, spatial memory science, and aphantasia learning guides.
N/A N/A 95
54925
Acharya-Arvind
A distributed MCP server architecture with a master aggregator that orchestrate…
81
54926
JuhongPark
Local MCP voice coach with English pronunciation, grammar, and fluency feedback.
N/A N/A
54927
prometheuxresearch
Enables AI agents like Claude to interact with Prometheux knowledge graphs and …
54928
thClaws
thClaws Claim
Open-source AI agent harness in native Rust — GUI, CLI, headless, and webapp fr…
N/A N/A
54929
Enables AI agents to generate structured intelligence reports for electronic ch…
54930
CSOAI-ORG
ai-ops-mcp Claim
ai-ops-mcp MCP server by MEOK AI Labs
N/A N/A
54931
MCP-Mirror
Enables seamless interaction with Azure DevOps for managing Git repositories, b…
81
54932
ZentricProtocol
Prompt injection + PII detection for LLM apps and agent pipelines. Deterministi…
N/A N/A
54933
Automates Facebook Page management via Graph API, enabling posting, comment mod…
54934
AI-godot-mcp Claim
Enables AI-driven game development by providing MCP tools to interact with the …
N/A N/A
54935
Enables precise search of financial statement footnotes from Korean DART electr…
N/A N/A
54936
agenticscope Claim
A read-only MCP server that provides AI agents with live, structured workspace …
N/A N/A
54937
Herald MCP Claim
Enables two AI assistants on different computers to communicate with each other…
N/A N/A
54938
ProofStream Claim 1
Dispatch a human verifier to physically verify anything in the real world. For …
N/A N/A 81
54939
alittleyellowkevin
A TypeScript implementation of a Model Context Protocol server that enables int…
N/A N/A 95
54940
callstackincubator
agent-device Claim
Let AI agents inspect, control, and debug real iOS, Android, desktop, and TV ap…
N/A N/A
54941
XMV-Solutions-GmbH
MCP server that enables AI agents to read, edit, and manage SharePoint document…
N/A N/A
54942
lazymac2x
Enables instant creation of mock API servers from OpenAPI specs or natural lang…
N/A N/A
54943
andrewnakas
mcp Claim
Send, list, and delete file transfers via DropWarp and get a shareable download…
N/A N/A
54944
6551Team
Enables AI assistants to fetch news categories and hot news/tweets across vario…
54945
don-aie-cohort8
Enables read-only querying of LangSmith traces including runs, children, and UR…
54946
patrickpxp
Expose IBKR account data, portfolio positions, orders, executions, contracts, a…
N/A N/A
54947
IDragos94
codemesh Claim
Intelligent server management MCP server that enables agents to write TypeScrip…
N/A N/A
54948
postalform
MCP server that lets AI agents create reviewable physical mail drafts, validate…
54949
cnick26
timemap-mcp Claim
Enables AI agents to perform Chinese metaphysics calculations including BaZi ch…
N/A N/A
54950
contextualizer-ai
artl-mcp Claim
Enables comprehensive scientific literature retrieval and analysis through Euro…
Showing 54901–54950 of 57357 servers